TNF and pulmonary fibrosis: This study investigates the therapeutic mechanism in fibrotic foci reconfiguring via the TNF signaling pathway by potential Swertia chirayita (SC) components to treat pulmonary fibrosis by network pharmacology, in silico, and in vitro studies.